Dataset statistics
| Number of variables | 81 |
|---|---|
| Number of observations | 7161 |
| Missing cells | 14030 |
| Missing cells (%) | 2.4% |
| Duplicate rows | 1 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 4.4 MiB |
| Average record size in memory | 648.0 B |
Variable types
| BOOL | 40 |
|---|---|
| CAT | 25 |
| NUM | 16 |
| Dataset has 1 (< 0.1%) duplicate rows | Duplicates |
aa2 is highly correlated with aa | High correlation |
aa is highly correlated with aa2 | High correlation |
CLEARANCE is highly correlated with CLEARANCECOCK | High correlation |
CLEARANCECOCK is highly correlated with CLEARANCE | High correlation |
SURG is highly correlated with PROCEDURE | High correlation |
PROCEDURE is highly correlated with SURG | High correlation |
CLEARANCECOCK has 83 (1.2%) missing values | Missing |
LVEF has 100 (1.4%) missing values | Missing |
PAPSYST has 3604 (50.3%) missing values | Missing |
LVEFISOTOPIC has 6570 (91.7%) missing values | Missing |
ETIOLOGY has 3548 (49.5%) missing values | Missing |
NUMBER has 6471 (90.4%) zeros | Zeros |
ANGORCLASSECCS has 5388 (75.2%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-30 20:51:29.972423 |
|---|---|
| Analysis finished | 2020-11-30 20:53:32.381275 |
| Duration | 2 minutes and 2.41 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
ES1
Real number (ℝ≥0)
| Distinct | 1971 |
|---|---|
| Distinct (%) | 27.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.358989163 |
|---|---|
| Minimum | 0.8810525718 |
| Maximum | 88.48248395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 0.8810525718 |
|---|---|
| 5-th percentile | 1.005392068 |
| Q1 | 2.08257992 |
| median | 4.446640765 |
| Q3 | 8.627906637 |
| 95-th percentile | 23.85775344 |
| Maximum | 88.48248395 |
| Range | 87.60143138 |
| Interquartile range (IQR) | 6.545326718 |
Descriptive statistics
| Standard deviation | 9.430793872 |
|---|---|
| Coefficient of variation (CV) | 1.281533871 |
| Kurtosis | 18.91933507 |
| Mean | 7.358989163 |
| Median Absolute Deviation (MAD) | 2.712650122 |
| Skewness | 3.732709619 |
| Sum | 52697.7214 |
| Variance | 88.93987306 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.505430961 | 357 | 5.0% | |
| 0.8810525718 | 292 | 4.1% | |
| 2.08257992 | 270 | 3.8% | |
| 4.648013684 | 169 | 2.4% | |
| 1.511351819 | 137 | 1.9% | |
| 1.333689624 | 76 | 1.1% | |
| 5.479038476 | 71 | 1.0% | |
| 3.999065565 | 67 | 0.9% | |
| 6.352257865 | 53 | 0.7% | |
| 1.683913851 | 51 | 0.7% | |
| Other values (1961) | 5618 | 78.5% |
| Value | Count | Frequency (%) | |
| 0.8810525718 | 292 | 4.1% | |
| 0.9411907096 | 41 | 0.6% | |
| 1.005392068 | 31 | 0.4% | |
| 1.073925311 | 34 | 0.5% | |
| 1.147076038 | 27 | 0.4% |
| Value | Count | Frequency (%) | |
| 88.48248395 | 1 | < 0.1% | |
| 86.37347894 | 1 | < 0.1% | |
| 85.88212753 | 1 | < 0.1% | |
| 84.87980462 | 1 | < 0.1% | |
| 84.47165145 | 1 | < 0.1% |
ES2
Real number (ℝ≥0)
| Distinct | 4802 |
|---|---|
| Distinct (%) | 67.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.172065942 |
|---|---|
| Minimum | 0.49865156 |
| Maximum | 94.42075474 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 0.49865156 |
|---|---|
| 5-th percentile | 0.6691633775 |
| Q1 | 1.212919103 |
| median | 2.432225922 |
| Q3 | 5.054099811 |
| 95-th percentile | 18.17383107 |
| Maximum | 94.42075474 |
| Range | 93.92210318 |
| Interquartile range (IQR) | 3.841180708 |
Descriptive statistics
| Standard deviation | 9.078898446 |
|---|---|
| Coefficient of variation (CV) | 1.75537175 |
| Kurtosis | 28.79929218 |
| Mean | 5.172065942 |
| Median Absolute Deviation (MAD) | 1.481286023 |
| Skewness | 4.83264105 |
| Sum | 37037.16421 |
| Variance | 82.42639699 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.49865156 | 94 | 1.3% | |
| 0.6733049492 | 73 | 1.0% | |
| 0.6691633775 | 49 | 0.7% | |
| 0.8041374276 | 47 | 0.7% | |
| 0.580551453 | 40 | 0.6% | |
| 0.6820668878 | 34 | 0.5% | |
| 0.6743124659 | 34 | 0.5% | |
| 2.755068384 | 31 | 0.4% | |
| 3.308568087 | 30 | 0.4% | |
| 0.5546841114 | 30 | 0.4% | |
| Other values (4792) | 6699 | 93.5% |
| Value | Count | Frequency (%) | |
| 0.49865156 | 94 | 1.3% | |
| 0.5017431343 | 8 | 0.1% | |
| 0.5130028663 | 9 | 0.1% | |
| 0.5277650158 | 8 | 0.1% | |
| 0.5310361264 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 94.42075474 | 1 | < 0.1% | |
| 91.69791611 | 1 | < 0.1% | |
| 89.31071088 | 1 | < 0.1% | |
| 85.78511071 | 1 | < 0.1% | |
| 85.6218252 | 1 | < 0.1% |
GENDERPAT_A
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4869 | 68.0% | |
| 1 | 2292 | 32.0% |
AGEPAT
Real number (ℝ≥0)
| Distinct | 77 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.65884653 |
|---|---|
| Minimum | 18 |
| Maximum | 94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 55 |
| median | 65 |
| Q3 | 75 |
| 95-th percentile | 83 |
| Maximum | 94 |
| Range | 76 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 14.11496869 |
|---|---|
| Coefficient of variation (CV) | 0.2217283136 |
| Kurtosis | 0.1597510272 |
| Mean | 63.65884653 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.6634702039 |
| Sum | 455861 |
| Variance | 199.2323411 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 75 | 221 | 3.1% | |
| 62 | 220 | 3.1% | |
| 68 | 215 | 3.0% | |
| 66 | 209 | 2.9% | |
| 70 | 206 | 2.9% | |
| 76 | 202 | 2.8% | |
| 67 | 202 | 2.8% | |
| 74 | 202 | 2.8% | |
| 65 | 200 | 2.8% | |
| 61 | 198 | 2.8% | |
| Other values (67) | 5086 | 71.0% |
| Value | Count | Frequency (%) | |
| 18 | 7 | 0.1% | |
| 19 | 8 | 0.1% | |
| 20 | 9 | 0.1% | |
| 21 | 9 | 0.1% | |
| 22 | 18 | 0.3% |
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 7 | 0.1% | |
| 90 | 11 | 0.2% |
SMOKER
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Past | |
| Current | |
| Unknown | 30 |
| Value | Count | Frequency (%) | |
| No | 3481 | 48.6% | |
| Past | 2534 | 35.4% | |
| Current | 1116 | 15.6% | |
| Unknown | 30 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 3.50788996 |
| Min length | 2 |
ARTERIAL HYPERTENSION
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 4025 | 56.2% | |
| No | 3136 | 43.8% |
DIABETES STATUS
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| oral therapy | |
| Insulin |
| Value | Count | Frequency (%) | |
| No | 5349 | 74.7% | |
| oral therapy | 1247 | 17.4% | |
| Insulin | 565 | 7.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 12 |
|---|---|
| Median length | 2 |
| Mean length | 4.135874878 |
| Min length | 2 |
DYSLIPIDEMIA
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 3591 | 50.1% | |
| No | 3570 | 49.9% |
CORONARY ARTERY DISEASE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Stable angina | |
| Non STEMI | |
| STEMI |
| Value | Count | Frequency (%) | |
| No | 4425 | 61.8% | |
| Stable angina | 1279 | 17.9% | |
| Non STEMI | 735 | 10.3% | |
| STEMI | 722 | 10.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 4.985616534 |
| Min length | 2 |
ACS<>
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| < 7 D | |
|---|---|
| < 90 D | 605 |
| > 90 D | 474 |
| Value | Count | Frequency (%) | |
| < 7 D | 6082 | 84.9% | |
| < 90 D | 605 | 8.4% | |
| > 90 D | 474 | 6.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.15067728 |
| Min length | 5 |
PREVIOUSANGIOPLASTY
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 6298 | 87.9% | |
| Yes | 863 | 12.1% |
RECENTMI_A
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6167 | 86.1% | |
| 1 | 994 | 13.9% |
PREVIOUS CARDIAC SURGERY
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Valvular | 574 |
| CABG | 68 |
| Others | 53 |
| Combined | 30 |
| Value | Count | Frequency (%) | |
| No | 6436 | 89.9% | |
| Valvular | 574 | 8.0% | |
| CABG | 68 | 0.9% | |
| Others | 53 | 0.7% | |
| Combined | 30 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 2.554671135 |
| Min length | 2 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1272346369 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 6471 |
| Zeros (%) | 90.4% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4350686279 |
|---|---|
| Coefficient of variation (CV) | 3.419419732 |
| Kurtosis | 21.32691249 |
| Mean | 0.1272346369 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.195864031 |
| Sum | 911 |
| Variance | 0.189284711 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 0 | 6471 | 90.4% | |
| 1 | 516 | 7.2% | |
| 2 | 131 | 1.8% | |
| 3 | 37 | 0.5% | |
| 4 | 3 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 6471 | 90.4% | |
| 1 | 516 | 7.2% | |
| 2 | 131 | 1.8% | |
| 3 | 37 | 0.5% | |
| 4 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 2 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 3 | 37 | 0.5% | |
| 2 | 131 | 1.8% | |
| 1 | 516 | 7.2% |
EXTRACARDIAC ARTERIOPATHY
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Carotid >50% | 382 |
| Lower Limbs | 337 |
| Previous vascular surgery | 264 |
| Value | Count | Frequency (%) | |
| No | 6178 | 86.3% | |
| Carotid >50% | 382 | 5.3% | |
| Lower Limbs | 337 | 4.7% | |
| Previous vascular surgery | 264 | 3.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 25 |
|---|---|
| Median length | 2 |
| Mean length | 3.804915515 |
| Min length | 2 |
EXTRACARDIAC ARTERIOPATHY_A
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6178 | 86.3% | |
| 1 | 983 | 13.7% |
PREVIOUS CARDIAC FAILURE
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 6035 | 84.3% | |
| Yes | 1126 | 15.7% |
PREVIOUS ENDOCARDITIS
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 224 |
| Value | Count | Frequency (%) | |
| No | 6937 | 96.9% | |
| Yes | 224 | 3.1% |
PREVIOUSEMBOLICEVENT
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Stroke | 259 |
| Peripheral | 101 |
| Visceral | 47 |
| Thrombosis | 15 |
| Value | Count | Frequency (%) | |
| No | 6739 | 94.1% | |
| Stroke | 259 | 3.6% | |
| Peripheral | 101 | 1.4% | |
| Visceral | 47 | 0.7% | |
| Thrombosis | 15 | 0.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 2 |
| Mean length | 2.313643346 |
| Min length | 2 |
PREVIOUS STROKE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Ischemic stroke | 341 |
| TIA | 199 |
| Hemorragic stroke | 62 |
| Value | Count | Frequency (%) | |
| No | 6559 | 91.6% | |
| Ischemic stroke | 341 | 4.8% | |
| TIA | 199 | 2.8% | |
| Hemorragic stroke | 62 | 0.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 17 |
|---|---|
| Median length | 2 |
| Mean length | 2.776707164 |
| Min length | 2 |
NEUROLOGIC DYSFUNCTION
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 212 |
| Value | Count | Frequency (%) | |
| No | 6949 | 97.0% | |
| Yes | 212 | 3.0% |
NEUROLOGIC DYSFUNCTION_A
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 212 |
| Value | Count | Frequency (%) | |
| 0 | 6949 | 97.0% | |
| 1 | 212 | 3.0% |
COPD
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes treated | 413 |
| Untreaded | 282 |
| Value | Count | Frequency (%) | |
| No | 6466 | 90.3% | |
| Yes treated | 413 | 5.8% | |
| Untreaded | 282 | 3.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 11 |
|---|---|
| Median length | 2 |
| Mean length | 2.794721408 |
| Min length | 2 |
COPDEUROSC_A
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 413 |
| Value | Count | Frequency (%) | |
| 0 | 6748 | 94.2% | |
| 1 | 413 | 5.8% |
ULCER
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 309 |
| Value | Count | Frequency (%) | |
| No | 6852 | 95.7% | |
| Yes | 309 | 4.3% |
NEOPLASIA
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| <5years | 469 |
| no metatstasis | 76 |
| metatstasis | 20 |
| Value | Count | Frequency (%) | |
| No | 6596 | 92.1% | |
| <5years | 469 | 6.5% | |
| no metatstasis | 76 | 1.1% | |
| metatstasis | 20 | 0.3% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 14 |
|---|---|
| Median length | 2 |
| Mean length | 2.479960899 |
| Min length | 2 |
PREVIOUSRADIOTHERAPY
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 136 |
| Value | Count | Frequency (%) | |
| No | 7025 | 98.1% | |
| Yes | 136 | 1.9% |
CIRRHOSIS
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Uncomplicated | 45 |
| PHT | 30 |
| Value | Count | Frequency (%) | |
| No | 7086 | 99.0% | |
| Uncomplicated | 45 | 0.6% | |
| PHT | 30 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 2.073313783 |
| Min length | 2 |
ON DIALYSIS
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 71 |
| Value | Count | Frequency (%) | |
| No | 7090 | 99.0% | |
| Yes | 71 | 1.0% |
WEIGHT
Real number (ℝ≥0)
| Distinct | 103 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 14 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.41332027 |
|---|---|
| Minimum | 32 |
| Maximum | 157 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 52 |
| Q1 | 65 |
| median | 75 |
| Q3 | 85 |
| 95-th percentile | 101 |
| Maximum | 157 |
| Range | 125 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.02153996 |
|---|---|
| Coefficient of variation (CV) | 0.1991894788 |
| Kurtosis | 0.5547569729 |
| Mean | 75.41332027 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.464317533 |
| Sum | 538979 |
| Variance | 225.6466627 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 70 | 400 | 5.6% | |
| 80 | 395 | 5.5% | |
| 75 | 305 | 4.3% | |
| 60 | 236 | 3.3% | |
| 65 | 234 | 3.3% | |
| 85 | 211 | 2.9% | |
| 78 | 202 | 2.8% | |
| 90 | 194 | 2.7% | |
| 72 | 194 | 2.7% | |
| 68 | 187 | 2.6% | |
| Other values (93) | 4589 | 64.1% |
| Value | Count | Frequency (%) | |
| 32 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| 35 | 2 | < 0.1% | |
| 36 | 2 | < 0.1% | |
| 37 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 157 | 1 | < 0.1% | |
| 155 | 1 | < 0.1% | |
| 140 | 2 | < 0.1% | |
| 136 | 2 | < 0.1% | |
| 133 | 2 | < 0.1% |
HEIGHT
Real number (ℝ≥0)
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 26 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 168.437281 |
|---|---|
| Minimum | 135 |
| Maximum | 205 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 135 |
|---|---|
| 5-th percentile | 153 |
| Q1 | 162 |
| median | 169 |
| Q3 | 175 |
| 95-th percentile | 183 |
| Maximum | 205 |
| Range | 70 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.462641662 |
|---|---|
| Coefficient of variation (CV) | 0.05617902168 |
| Kurtosis | 0.03661775305 |
| Mean | 168.437281 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.003011178523 |
| Sum | 1201800 |
| Variance | 89.54158722 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 170 | 634 | 8.9% | |
| 160 | 462 | 6.5% | |
| 165 | 449 | 6.3% | |
| 175 | 385 | 5.4% | |
| 180 | 347 | 4.8% | |
| 172 | 312 | 4.4% | |
| 168 | 283 | 4.0% | |
| 173 | 269 | 3.8% | |
| 176 | 231 | 3.2% | |
| 169 | 226 | 3.2% | |
| Other values (55) | 3537 | 49.4% |
| Value | Count | Frequency (%) | |
| 135 | 2 | < 0.1% | |
| 140 | 12 | 0.2% | |
| 141 | 4 | 0.1% | |
| 142 | 6 | 0.1% | |
| 143 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 205 | 4 | 0.1% | |
| 204 | 1 | < 0.1% | |
| 202 | 1 | < 0.1% | |
| 200 | 2 | < 0.1% | |
| 199 | 3 | < 0.1% |
BMI
Real number (ℝ≥0)
| Distinct | 1933 |
|---|---|
| Distinct (%) | 27.1% |
| Missing | 26 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.52604052 |
|---|---|
| Minimum | 11.97954711 |
| Maximum | 50.21913806 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 11.97954711 |
|---|---|
| 5-th percentile | 19.80073053 |
| Q1 | 23.45091822 |
| median | 25.97867957 |
| Q3 | 29.06976744 |
| 95-th percentile | 34.83099252 |
| Maximum | 50.21913806 |
| Range | 38.23959094 |
| Interquartile range (IQR) | 5.618849223 |
Descriptive statistics
| Standard deviation | 4.618359619 |
|---|---|
| Coefficient of variation (CV) | 0.1741066337 |
| Kurtosis | 1.177608093 |
| Mean | 26.52604052 |
| Median Absolute Deviation (MAD) | 2.795288563 |
| Skewness | 0.7127276091 |
| Sum | 189263.2991 |
| Variance | 21.32924557 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 24.22145329 | 55 | 0.8% | |
| 25.95155709 | 47 | 0.7% | |
| 27.6816609 | 46 | 0.6% | |
| 23.4375 | 40 | 0.6% | |
| 24.69135802 | 35 | 0.5% | |
| 25.71166208 | 35 | 0.5% | |
| 27.34375 | 34 | 0.5% | |
| 24.48979592 | 33 | 0.5% | |
| 27.54820937 | 29 | 0.4% | |
| 26.12244898 | 28 | 0.4% | |
| Other values (1923) | 6753 | 94.3% |
| Value | Count | Frequency (%) | |
| 11.97954711 | 1 | < 0.1% | |
| 13.42720279 | 1 | < 0.1% | |
| 13.59044995 | 1 | < 0.1% | |
| 14.42960616 | 1 | < 0.1% | |
| 14.60505497 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 50.21913806 | 1 | < 0.1% | |
| 49.6031746 | 1 | < 0.1% | |
| 48.48783695 | 1 | < 0.1% | |
| 48.45679012 | 1 | < 0.1% | |
| 47.83950617 | 1 | < 0.1% |
CARDIAC RHYTHM
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| Sinusal | |
|---|---|
| FA ou TSV |
| Value | Count | Frequency (%) | |
| Sinusal | 6311 | 88.1% | |
| FA ou TSV | 850 | 11.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.237397012 |
| Min length | 7 |
NYHACLASS
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 2789 | 38.9% | |
| 4 | 2162 | 30.2% | |
| 1 | 1538 | 21.5% | |
| 2 | 672 | 9.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.567518503 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 5388 |
| Zeros (%) | 75.2% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.051309692 |
|---|---|
| Coefficient of variation (CV) | 1.852467692 |
| Kurtosis | 1.066245211 |
| Mean | 0.567518503 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.568019201 |
| Sum | 4064 |
| Variance | 1.105252068 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 0 | 5388 | 75.2% | |
| 2 | 1002 | 14.0% | |
| 3 | 502 | 7.0% | |
| 1 | 174 | 2.4% | |
| 4 | 95 | 1.3% |
| Value | Count | Frequency (%) | |
| 0 | 5388 | 75.2% | |
| 1 | 174 | 2.4% | |
| 2 | 1002 | 14.0% | |
| 3 | 502 | 7.0% | |
| 4 | 95 | 1.3% |
| Value | Count | Frequency (%) | |
| 4 | 95 | 1.3% | |
| 3 | 502 | 7.0% | |
| 2 | 1002 | 14.0% | |
| 1 | 174 | 2.4% | |
| 0 | 5388 | 75.2% |
CARDIACFAILURE
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 379 |
| (Missing) | 1 |
| Value | Count | Frequency (%) | |
| No | 6781 | 94.7% | |
| Yes | 379 | 5.3% | |
| (Missing) | 1 | < 0.1% |
ACTIVEENDOCARDITIS
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| yes | 321 |
| Value | Count | Frequency (%) | |
| No | 6840 | 95.5% | |
| yes | 321 | 4.5% |
ACTIVEENDOCARDITIS_B
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 321 |
| Value | Count | Frequency (%) | |
| 0 | 6840 | 95.5% | |
| 1 | 321 | 4.5% |
CRITICALPREOPERATIVESTATE_A
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 218 |
| Value | Count | Frequency (%) | |
| 0 | 6943 | 97.0% | |
| 1 | 218 | 3.0% |
CREATININE
Real number (ℝ≥0)
| Distinct | 318 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 24 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.8492364 |
|---|---|
| Minimum | 35 |
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 59 |
| Q1 | 75 |
| median | 88 |
| Q3 | 106 |
| 95-th percentile | 167 |
| Maximum | 999 |
| Range | 964 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 65.71462519 |
|---|---|
| Coefficient of variation (CV) | 0.6516125214 |
| Kurtosis | 69.87248762 |
| Mean | 100.8492364 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 7.134284169 |
| Sum | 719761 |
| Variance | 4318.411964 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 85 | 150 | 2.1% | |
| 88 | 149 | 2.1% | |
| 76 | 149 | 2.1% | |
| 80 | 147 | 2.1% | |
| 75 | 144 | 2.0% | |
| 77 | 142 | 2.0% | |
| 82 | 138 | 1.9% | |
| 89 | 137 | 1.9% | |
| 86 | 136 | 1.9% | |
| 78 | 135 | 1.9% | |
| Other values (308) | 5710 | 79.7% |
| Value | Count | Frequency (%) | |
| 35 | 4 | 0.1% | |
| 37 | 2 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 39 | 2 | < 0.1% | |
| 40 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 999 | 4 | 0.1% | |
| 998 | 1 | < 0.1% | |
| 990 | 1 | < 0.1% | |
| 952 | 1 | < 0.1% | |
| 949 | 1 | < 0.1% |
| Distinct | 1431 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 83 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.18650749 |
|---|---|
| Minimum | 4.8 |
| Maximum | 262.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 4.8 |
|---|---|
| 5-th percentile | 30.9 |
| Q1 | 54.3 |
| median | 73.7 |
| Q3 | 96.1 |
| 95-th percentile | 134.8 |
| Maximum | 262.4 |
| Range | 257.6 |
| Interquartile range (IQR) | 41.8 |
Descriptive statistics
| Standard deviation | 32.30904975 |
|---|---|
| Coefficient of variation (CV) | 0.4185841645 |
| Kurtosis | 1.154076404 |
| Mean | 77.18650749 |
| Median Absolute Deviation (MAD) | 20.8 |
| Skewness | 0.7221733017 |
| Sum | 546326.1 |
| Variance | 1043.874696 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 88.5 | 20 | 0.3% | |
| 72.1 | 19 | 0.3% | |
| 73.4 | 18 | 0.3% | |
| 47 | 17 | 0.2% | |
| 64.3 | 17 | 0.2% | |
| 95.8 | 16 | 0.2% | |
| 76.9 | 16 | 0.2% | |
| 63.6 | 16 | 0.2% | |
| 57 | 16 | 0.2% | |
| 108.1 | 16 | 0.2% | |
| Other values (1421) | 6907 | 96.5% | |
| (Missing) | 83 | 1.2% |
| Value | Count | Frequency (%) | |
| 4.8 | 1 | < 0.1% | |
| 5.6 | 1 | < 0.1% | |
| 5.9 | 3 | < 0.1% | |
| 6.1 | 1 | < 0.1% | |
| 6.8 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 262.4 | 1 | < 0.1% | |
| 259.5 | 1 | < 0.1% | |
| 248.2 | 1 | < 0.1% | |
| 247.5 | 1 | < 0.1% | |
| 238.8 | 1 | < 0.1% |
| Distinct | 72 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 100 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.82495397 |
|---|---|
| Minimum | 10 |
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 50 |
| median | 60 |
| Q3 | 66 |
| 95-th percentile | 75 |
| Maximum | 89 |
| Range | 79 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.06145526 |
|---|---|
| Coefficient of variation (CV) | 0.2085856439 |
| Kurtosis | 0.4235718472 |
| Mean | 57.82495397 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.6533560646 |
| Sum | 408302 |
| Variance | 145.478703 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 60 | 1442 | 20.1% | |
| 55 | 701 | 9.8% | |
| 70 | 656 | 9.2% | |
| 50 | 631 | 8.8% | |
| 65 | 440 | 6.1% | |
| 45 | 347 | 4.8% | |
| 40 | 241 | 3.4% | |
| 35 | 168 | 2.3% | |
| 30 | 153 | 2.1% | |
| 68 | 116 | 1.6% | |
| Other values (62) | 2166 | 30.2% |
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 15 | 2 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 17 | 1 | < 0.1% | |
| 20 | 41 | 0.6% |
| Value | Count | Frequency (%) | |
| 89 | 2 | < 0.1% | |
| 88 | 3 | < 0.1% | |
| 87 | 2 | < 0.1% | |
| 86 | 5 | 0.1% | |
| 85 | 6 | 0.1% |
| Distinct | 78 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 3604 |
| Missing (%) | 50.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.26595446 |
|---|---|
| Minimum | 10 |
| Maximum | 125 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 31 |
| median | 40 |
| Q3 | 50 |
| 95-th percentile | 70 |
| Maximum | 125 |
| Range | 115 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 14.28240801 |
|---|---|
| Coefficient of variation (CV) | 0.3379175555 |
| Kurtosis | 1.826459022 |
| Mean | 42.26595446 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.126757954 |
| Sum | 150340 |
| Variance | 203.9871786 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 30 | 360 | 5.0% | |
| 40 | 354 | 4.9% | |
| 35 | 316 | 4.4% | |
| 45 | 281 | 3.9% | |
| 50 | 272 | 3.8% | |
| 25 | 229 | 3.2% | |
| 55 | 144 | 2.0% | |
| 60 | 142 | 2.0% | |
| 70 | 78 | 1.1% | |
| 38 | 77 | 1.1% | |
| Other values (68) | 1304 | 18.2% | |
| (Missing) | 3604 | 50.3% |
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 15 | 5 | 0.1% | |
| 16 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 125 | 1 | < 0.1% | |
| 120 | 1 | < 0.1% | |
| 113 | 1 | < 0.1% | |
| 110 | 2 | < 0.1% | |
| 105 | 2 | < 0.1% |
| Distinct | 72 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 6570 |
| Missing (%) | 91.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.26565144 |
|---|---|
| Minimum | 14 |
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 25.5 |
| Q1 | 45 |
| median | 57 |
| Q3 | 66 |
| 95-th percentile | 79 |
| Maximum | 91 |
| Range | 77 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 15.30388744 |
|---|---|
| Coefficient of variation (CV) | 0.2769149922 |
| Kurtosis | -0.3809770181 |
| Mean | 55.26565144 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.4030498518 |
| Sum | 32662 |
| Variance | 234.2089707 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 60 | 32 | 0.4% | |
| 55 | 31 | 0.4% | |
| 65 | 27 | 0.4% | |
| 50 | 27 | 0.4% | |
| 70 | 19 | 0.3% | |
| 64 | 19 | 0.3% | |
| 40 | 19 | 0.3% | |
| 69 | 16 | 0.2% | |
| 45 | 15 | 0.2% | |
| 54 | 15 | 0.2% | |
| Other values (62) | 371 | 5.2% | |
| (Missing) | 6570 | 91.7% |
| Value | Count | Frequency (%) | |
| 14 | 1 | < 0.1% | |
| 15 | 2 | < 0.1% | |
| 18 | 1 | < 0.1% | |
| 19 | 2 | < 0.1% | |
| 20 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 91 | 1 | < 0.1% | |
| 87 | 1 | < 0.1% | |
| 85 | 3 | < 0.1% | |
| 84 | 1 | < 0.1% | |
| 83 | 1 | < 0.1% |
CORONARYARTERYDISEASE
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| yes |
| Value | Count | Frequency (%) | |
| No | 3633 | 50.7% | |
| yes | 3528 | 49.3% |
VALVULOPATHY
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 4125 | 57.6% | |
| No | 3036 | 42.4% |
SINGLEVALVULOPATHY
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Ao stenosis | |
| Org MR | |
| AoI | |
| Mitral stenosis | 361 |
| Other values (2) | 75 |
| Value | Count | Frequency (%) | |
| No | 3673 | 51.3% | |
| Ao stenosis | 1744 | 24.4% | |
| Org MR | 794 | 11.1% | |
| AoI | 514 | 7.2% | |
| Mitral stenosis | 361 | 5.0% | |
| fctl MR | 47 | 0.7% | |
| Tricuspid | 28 | 0.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 15 |
|---|---|
| Median length | 2 |
| Mean length | 5.422706326 |
| Min length | 2 |
POLYVALVULOPATHY
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 517 |
| Value | Count | Frequency (%) | |
| No | 6644 | 92.8% | |
| Yes | 517 | 7.2% |
TRICUSPID
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 6435 | 89.9% | |
| Yes | 726 | 10.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 3548 |
| Missing (%) | 49.5% |
| Memory size | 55.9 KiB |
| Degenerative/Dystrophic | |
|---|---|
| rheumatic | |
| Endocarditis | |
| Congenital | |
| Others | 182 |
| Other values (2) | 10 |
| Value | Count | Frequency (%) | |
| Degenerative/Dystrophic | 2146 | 30.0% | |
| rheumatic | 660 | 9.2% | |
| Endocarditis | 363 | 5.1% | |
| Congenital | 252 | 3.5% | |
| Others | 182 | 2.5% | |
| Inflammatory | 9 | 0.1% | |
| others | 1 | < 0.1% | |
| (Missing) | 3548 | 49.5% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 23 |
|---|---|
| Median length | 6 |
| Mean length | 10.33836056 |
| Min length | 3 |
REDO_A
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Autre | 162 |
| Mitral valve repair failure | 123 |
| bioproth. failure | 112 |
| Endocarditis | 75 |
| Other values (3) | 86 |
| Value | Count | Frequency (%) | |
| No | 6603 | 92.2% | |
| Autre | 162 | 2.3% | |
| Mitral valve repair failure | 123 | 1.7% | |
| bioproth. failure | 112 | 1.6% | |
| Endocarditis | 75 | 1.0% | |
| Prosthetic valve thrombosis | 52 | 0.7% | |
| CABG | 28 | 0.4% | |
| Yes | 6 | 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 27 |
|---|---|
| Median length | 2 |
| Mean length | 3.042452171 |
| Min length | 2 |
ASCENDINGAORTA
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Aneurysm | 447 |
| Dissection | 150 |
| Value | Count | Frequency (%) | |
| No | 6564 | 91.7% | |
| Aneurysm | 447 | 6.2% | |
| Dissection | 150 | 2.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 2 |
| Mean length | 2.542103058 |
| Min length | 2 |
CONGENITALHEARTDISEASE
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 90 |
| Value | Count | Frequency (%) | |
| No | 7071 | 98.7% | |
| Yes | 90 | 1.3% |
OTHERS
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Others | 85 |
| Tumor | 62 |
| Pericarditis | 18 |
| DISSECTION TYPE B | 4 |
| Other values (2) | 2 |
| Value | Count | Frequency (%) | |
| No | 6990 | 97.6% | |
| Others | 85 | 1.2% | |
| Tumor | 62 | 0.9% | |
| Pericarditis | 18 | 0.3% | |
| DISSECTION TYPE B | 4 | 0.1% | |
| Transplantation | 1 | < 0.1% | |
| Dissection | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 17 |
|---|---|
| Median length | 2 |
| Mean length | 2.109900852 |
| Min length | 2 |
URGENCY
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes | 409 |
| Value | Count | Frequency (%) | |
| No | 6752 | 94.3% | |
| Yes | 409 | 5.7% |
URGENCY_A
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 409 |
| Value | Count | Frequency (%) | |
| 0 | 6752 | 94.3% | |
| 1 | 409 | 5.7% |
VALVULARSURGERY
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 4135 | 57.7% | |
| No | 3026 | 42.3% |
AORTIC
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Bioprosthesis | |
| Mechanical | |
| valve repair | 19 |
| Homograft | 15 |
| Value | Count | Frequency (%) | |
| No | 4400 | 61.4% | |
| Bioprosthesis | 1729 | 24.1% | |
| Mechanical | 997 | 13.9% | |
| valve repair | 19 | 0.3% | |
| Homograft | 15 | 0.2% | |
| Autogreffe | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 5.812037425 |
| Min length | 2 |
MITRAL
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Mechanical | |
| Bioprosthesis | |
| valve repair | 475 |
| Valve repair | 3 |
| Value | Count | Frequency (%) | |
| No | 5465 | 76.3% | |
| Mechanical | 662 | 9.2% | |
| Bioprosthesis | 556 | 7.8% | |
| valve repair | 475 | 6.6% | |
| Valve repair | 3 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 4.261136713 |
| Min length | 2 |
TRISCUPID
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| valve repair | |
| Bioprosthesis | 75 |
| Homograft | 3 |
| Mechanical | 3 |
| Value | Count | Frequency (%) | |
| No | 6313 | 88.2% | |
| valve repair | 766 | 10.7% | |
| Bioprosthesis | 75 | 1.0% | |
| Homograft | 3 | < 0.1% | |
| Mechanical | 3 | < 0.1% | |
| (Missing) | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 3.191314062 |
| Min length | 2 |
CABG
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 3739 | 52.2% | |
| Yes | 3422 | 47.8% |
ASCENDINGAORTASURGERY
Categorical
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Bentall mec | 210 |
| ascending aorta | 156 |
| Ascending+aortic valve | 102 |
| Ascending aorta+aortic valve repair | 89 |
| Other values (10) | 144 |
| Value | Count | Frequency (%) | |
| No | 6460 | 90.2% | |
| Bentall mec | 210 | 2.9% | |
| ascending aorta | 156 | 2.2% | |
| Ascending+aortic valve | 102 | 1.4% | |
| Ascending aorta+aortic valve repair | 89 | 1.2% | |
| Bentall bio | 74 | 1.0% | |
| Ascending and arch | 49 | 0.7% | |
| ascending aorta-CABG | 5 | 0.1% | |
| Bentall bio+PAC | 5 | 0.1% | |
| Ascending aorta-valve repair | 5 | 0.1% | |
| Other values (5) | 6 | 0.1% |
Frequencies of value counts
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 35 |
|---|---|
| Median length | 2 |
| Mean length | 3.514034353 |
| Min length | 2 |
OTHERS.1
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 55.9 KiB |
| No | |
|---|---|
| Others | 215 |
| Tumor | 63 |
| Congenital | 30 |
| Myomectomy | 27 |
| Other values (2) | 3 |
| Value | Count | Frequency (%) | |
| No | 6822 | 95.3% | |
| Others | 215 | 3.0% | |
| Tumor | 63 | 0.9% | |
| Congenital | 30 | 0.4% | |
| Myomectomy | 27 | 0.4% | |
| POF | 2 | < 0.1% | |
| AF | 1 | < 0.1% | |
| (Missing) | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 10 |
|---|---|
| Median length | 2 |
| Mean length | 2.210585114 |
| Min length | 2 |
WEIGHTOFPROC
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| Isolated CABG | |
|---|---|
| single non CABG | |
| 2 procedures | |
| 3 procedures |
| Value | Count | Frequency (%) | |
| Isolated CABG | 2648 | 37.0% | |
| single non CABG | 2296 | 32.1% | |
| 2 procedures | 1527 | 21.3% | |
| 3 procedures | 690 | 9.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 15 |
|---|---|
| Median length | 13 |
| Mean length | 13.33165759 |
| Min length | 12 |
INTRAHOSPITALDEATH
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 406 |
| Value | Count | Frequency (%) | |
| 0 | 6755 | 94.3% | |
| 1 | 406 | 5.7% |
D30DEATH
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 327 |
| Value | Count | Frequency (%) | |
| 0 | 6834 | 95.4% | |
| 1 | 327 | 4.6% |
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.466834241 |
|---|---|
| Minimum | 1 |
| Maximum | 36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 7 |
| Q3 | 17 |
| 95-th percentile | 25 |
| Maximum | 36 |
| Range | 35 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 8.628800459 |
|---|---|
| Coefficient of variation (CV) | 0.9114768717 |
| Kurtosis | -0.849702687 |
| Mean | 9.466834241 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.6287935395 |
| Sum | 67792 |
| Variance | 74.45619736 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) | |
| 1 | 2460 | 34.4% | |
| 17 | 221 | 3.1% | |
| 4 | 220 | 3.1% | |
| 10 | 215 | 3.0% | |
| 8 | 209 | 2.9% | |
| 12 | 206 | 2.9% | |
| 18 | 202 | 2.8% | |
| 9 | 202 | 2.8% | |
| 16 | 202 | 2.8% | |
| 7 | 200 | 2.8% | |
| Other values (26) | 2824 | 39.4% |
| Value | Count | Frequency (%) | |
| 1 | 2460 | 34.4% | |
| 2 | 178 | 2.5% | |
| 3 | 198 | 2.8% | |
| 4 | 220 | 3.1% | |
| 5 | 186 | 2.6% |
| Value | Count | Frequency (%) | |
| 36 | 1 | < 0.1% | |
| 35 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| 33 | 7 | 0.1% | |
| 32 | 11 | 0.2% |
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.810361681 |
|---|---|
| Minimum | 1 |
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 6 |
| Q3 | 16 |
| 95-th percentile | 24 |
| Maximum | 35 |
| Range | 34 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.298418702 |
|---|---|
| Coefficient of variation (CV) | 0.9418930802 |
| Kurtosis | -0.7591179466 |
| Mean | 8.810361681 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.697291225 |
| Sum | 63091 |
| Variance | 68.86375296 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) | |
| 1 | 2638 | 36.8% | |
| 16 | 221 | 3.1% | |
| 3 | 220 | 3.1% | |
| 9 | 215 | 3.0% | |
| 7 | 209 | 2.9% | |
| 11 | 206 | 2.9% | |
| 8 | 202 | 2.8% | |
| 15 | 202 | 2.8% | |
| 17 | 202 | 2.8% | |
| 6 | 200 | 2.8% | |
| Other values (25) | 2646 | 37.0% |
| Value | Count | Frequency (%) | |
| 1 | 2638 | 36.8% | |
| 2 | 198 | 2.8% | |
| 3 | 220 | 3.1% | |
| 4 | 186 | 2.6% | |
| 5 | 179 | 2.5% |
| Value | Count | Frequency (%) | |
| 35 | 1 | < 0.1% | |
| 34 | 1 | < 0.1% | |
| 33 | 1 | < 0.1% | |
| 32 | 7 | 0.1% | |
| 31 | 11 | 0.2% |
redo
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6472 | 90.4% | |
| 1 | 689 | 9.6% |
mi
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 5704 | 79.7% | |
| 1 | 1457 | 20.3% |
delaimi
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 1 | |
|---|---|
| 0 | 474 |
| Value | Count | Frequency (%) | |
| 1 | 6687 | 93.4% | |
| 0 | 474 | 6.6% |
RENALIMPAIRMENT
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 219 |
| Value | Count | Frequency (%) | |
| 0 | 6942 | 96.9% | |
| 1 | 219 | 3.1% |
ua
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 95 |
| Value | Count | Frequency (%) | |
| 0 | 7066 | 98.7% | |
| 1 | 95 | 1.3% |
PULMONARYHYPERTENSION
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 333 |
| Value | Count | Frequency (%) | |
| 0 | 6828 | 95.3% | |
| 1 | 333 | 4.7% |
lv1
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 133 |
| Value | Count | Frequency (%) | |
| 0 | 7028 | 98.1% | |
| 1 | 133 | 1.9% |
lv2
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6009 | 83.9% | |
| 1 | 1152 | 16.1% |
SURGERYTHORACICAORTA
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 6460 | 90.2% | |
| 1 | 701 | 9.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 4513 | 63.0% | |
| 0 | 2648 | 37.0% |
DIABETESONINSULIN
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 55.9 KiB |
| 0 | |
|---|---|
| 1 | 565 |
| Value | Count | Frequency (%) | |
| 0 | 6596 | 92.1% | |
| 1 | 565 | 7.9% |
| Distinct | 6534 |
|---|---|
| Distinct (%) | 91.6% |
| Missing | 31 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.18585061 |
|---|---|
| Minimum | 5.551 |
| Maximum | 262.728 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 55.9 KiB |
Quantile statistics
| Minimum | 5.551 |
|---|---|
| 5-th percentile | 30.76777509 |
| Q1 | 54.35928783 |
| median | 73.67971429 |
| Q3 | 96.13043243 |
| 95-th percentile | 134.9704459 |
| Maximum | 262.728 |
| Range | 257.177 |
| Interquartile range (IQR) | 41.77114461 |
Descriptive statistics
| Standard deviation | 32.35368883 |
|---|---|
| Coefficient of variation (CV) | 0.4191660592 |
| Kurtosis | 1.150594324 |
| Mean | 77.18585061 |
| Median Absolute Deviation (MAD) | 20.84662015 |
| Skewness | 0.7232583889 |
| Sum | 550335.1149 |
| Variance | 1046.761181 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 88.56 | 11 | 0.2% | |
| 92.25 | 11 | 0.2% | |
| 108.24 | 10 | 0.1% | |
| 103.32 | 9 | 0.1% | |
| 98.4 | 8 | 0.1% | |
| 94.71 | 8 | 0.1% | |
| 95.94 | 6 | 0.1% | |
| 102.09 | 6 | 0.1% | |
| 46.8 | 6 | 0.1% | |
| 110.7 | 6 | 0.1% | |
| Other values (6524) | 7049 | 98.4% | |
| (Missing) | 31 | 0.4% |
| Value | Count | Frequency (%) | |
| 5.551 | 1 | < 0.1% | |
| 5.85755511 | 1 | < 0.1% | |
| 5.858530806 | 1 | < 0.1% | |
| 5.939459459 | 1 | < 0.1% | |
| 6.060314136 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 262.728 | 1 | < 0.1% | |
| 259.8061224 | 1 | < 0.1% | |
| 248.46 | 1 | < 0.1% | |
| 247.8222222 | 1 | < 0.1% | |
| 239.0885714 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| ES1 | ES2 | GENDERPAT_A | AGEPAT | SMOKER | ARTERIAL HYPERTENSION | DIABETES STATUS | DYSLIPIDEMIA | CORONARY ARTERY DISEASE | ACS<> | PREVIOUSANGIOPLASTY | RECENTMI_A | PREVIOUS CARDIAC SURGERY | NUMBER | EXTRACARDIAC ARTERIOPATHY | EXTRACARDIAC ARTERIOPATHY_A | PREVIOUS CARDIAC FAILURE | PREVIOUS ENDOCARDITIS | PREVIOUSEMBOLICEVENT | PREVIOUS STROKE | NEUROLOGIC DYSFUNCTION | NEUROLOGIC DYSFUNCTION_A | COPD | COPDEUROSC_A | ULCER | NEOPLASIA | PREVIOUSRADIOTHERAPY | CIRRHOSIS | ON DIALYSIS | WEIGHT | HEIGHT | BMI | CARDIAC RHYTHM | NYHACLASS | ANGORCLASSECCS | CARDIACFAILURE | ACTIVEENDOCARDITIS | ACTIVEENDOCARDITIS_B | CRITICALPREOPERATIVESTATE_A | CREATININE | CLEARANCECOCK | LVEF | PAPSYST | LVEFISOTOPIC | CORONARYARTERYDISEASE | VALVULOPATHY | SINGLEVALVULOPATHY | POLYVALVULOPATHY | TRICUSPID | ETIOLOGY | REDO_A | ASCENDINGAORTA | CONGENITALHEARTDISEASE | OTHERS | URGENCY | URGENCY_A | VALVULARSURGERY | AORTIC | MITRAL | TRISCUPID | CABG | ASCENDINGAORTASURGERY | OTHERS.1 | WEIGHTOFPROC | INTRAHOSPITALDEATH | D30DEATH | aa | aa2 | redo | mi | delaimi | RENALIMPAIRMENT | ua | PULMONARYHYPERTENSION | lv1 | lv2 | SURGERYTHORACICAORTA | PROCEDURE | DIABETESONINSULIN | CLEARANCE | SURG | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4.250268 | 1.237539 | 0 | 75 | Past | Yes | oral therapy | Yes | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | Untreaded | 0 | No | no metatstasis | No | No | No | 91.0 | 180.0 | 28.086420 | Sinusal | 1 | 0 | No | No | 0 | 0 | 119.0 | 61.1 | 52.0 | 40.0 | 57.0 | No | Yes | Ao stenosis | No | No | Degenerative/Dystrophic | No | No | No | No | No | 0 | Yes | Bioprosthesis | No | No | No | No | NaN | single non CABG | 0 | 0 | 17 | 16 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 61.138235 | 1 |
| 1 | 40.512347 | 22.124230 | 0 | 67 | No | Yes | oral therapy | No | Non STEMI | > 90 D | No | 0 | Valvular | 1.0 | No | 0 | No | No | No | Hemorragic stroke | No | 0 | No | 0 | No | No | No | No | No | 85.0 | 175.0 | 27.755102 | Sinusal | 3 | 0 | No | yes | 1 | 0 | 72.0 | 105.9 | 68.0 | 38.0 | NaN | No | Yes | AoI | No | No | Endocarditis | Endocarditis | No | No | No | No | 0 | Yes | Bioprosthesis | No | No | No | Bentall bio | Others | 3 procedures | 0 | 0 | 9 | 8 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 106.002083 | 1 |
| 2 | 11.695322 | 12.590731 | 0 | 74 | Past | Yes | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 74.0 | 177.0 | 23.620288 | Sinusal | 3 | 2 | No | No | 0 | 0 | 131.0 | 45.8 | 72.0 | 40.0 | NaN | No | No | No | No | No | NaN | No | Aneurysm | No | No | No | 0 | Yes | Bioprosthesis | No | No | No | Bentall bio | Others | 3 procedures | 1 | 1 | 16 | 15 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 45.857405 | 1 |
| 3 | 8.155408 | 4.889382 | 0 | 68 | Past | Yes | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | TIA | No | 0 | No | 0 | No | No | No | No | No | 72.0 | 186.0 | 20.811655 | Sinusal | 3 | 0 | No | No | 0 | 0 | 73.0 | 87.2 | 67.0 | 35.0 | NaN | No | Yes | No | No | No | Others | No | Aneurysm | No | No | No | 0 | Yes | Bioprosthesis | No | No | No | Bentall bio | Others | 3 procedures | 0 | 0 | 10 | 9 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 87.346849 | 1 |
| 4 | 8.155408 | 5.502809 | 0 | 68 | Past | No | oral therapy | Yes | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | No | 0 | No | <5years | Yes | No | No | 64.0 | 169.0 | 22.408179 | Sinusal | 3 | 0 | No | No | 0 | 0 | 88.0 | 64.3 | 55.0 | 25.0 | NaN | No | Yes | AoI | No | No | Congenital | No | Aneurysm | No | No | No | 0 | Yes | Bioprosthesis | No | No | No | Bentall bio | Others | 3 procedures | 0 | 0 | 10 | 9 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 64.407273 | 1 |
| 5 | 4.648014 | 4.430013 | 0 | 56 | No | No | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 64.0 | 173.0 | 21.383942 | Sinusal | 3 | 0 | No | No | 0 | 0 | 102.0 | 64.7 | 60.0 | NaN | NaN | No | Yes | Ao stenosis | No | No | Degenerative/Dystrophic | No | Aneurysm | No | No | No | 0 | Yes | Bioprosthesis | No | No | No | Bentall bio | Others | 3 procedures | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 64.828235 | 1 |
| 6 | 4.648014 | 3.308568 | 0 | 25 | No | No | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 60.0 | 167.0 | 21.513859 | Sinusal | 3 | 0 | No | No | 0 | 0 | 94.0 | 90.2 | 60.0 | 25.0 | NaN | No | Yes | No | No | No | Congenital | No | Aneurysm | Yes | No | No | 0 | Yes | Bioprosthesis | No | No | No | Bentall bio | Others | 3 procedures | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 90.287234 | 1 |
| 7 | 12.694080 | 17.946738 | 0 | 68 | Past | Yes | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | Yes | No | No | No | 0 | Yes treated | 1 | No | No | No | No | No | 61.0 | 167.0 | 21.872423 | Sinusal | 4 | 0 | No | No | 0 | 0 | 118.0 | 45.7 | 50.0 | NaN | NaN | No | Yes | AoI | No | No | Degenerative/Dystrophic | No | Aneurysm | No | No | No | 0 | Yes | Bioprosthesis | No | No | No | Bentall bio+FOP | Others | 3 procedures | 0 | 0 | 10 | 9 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 45.781017 | 1 |
| 8 | 21.268623 | 15.390011 | 0 | 74 | No | No | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 74.0 | 170.0 | 25.605536 | Sinusal | 4 | 0 | No | No | 0 | 0 | 112.0 | 53.6 | 55.0 | NaN | NaN | yes | No | No | No | No | NaN | No | Dissection | No | No | Yes | 1 | Yes | Bioprosthesis | No | No | Yes | Bentall bio+PAC | Others | 3 procedures | 1 | 1 | 16 | 15 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 53.636786 | 1 |
| 9 | 5.275674 | 4.552333 | 0 | 61 | Current | No | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 83.0 | 174.0 | 27.414454 | Sinusal | 3 | 0 | No | No | 0 | 0 | 102.0 | 79.0 | 60.0 | NaN | 65.0 | No | Yes | AoI | No | No | NaN | No | Aneurysm | Yes | Others | No | 0 | Yes | Mechanical | No | No | No | Bentall mec | Others | 3 procedures | 0 | 0 | 3 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 79.069706 | 1 |
Last rows
| ES1 | ES2 | GENDERPAT_A | AGEPAT | SMOKER | ARTERIAL HYPERTENSION | DIABETES STATUS | DYSLIPIDEMIA | CORONARY ARTERY DISEASE | ACS<> | PREVIOUSANGIOPLASTY | RECENTMI_A | PREVIOUS CARDIAC SURGERY | NUMBER | EXTRACARDIAC ARTERIOPATHY | EXTRACARDIAC ARTERIOPATHY_A | PREVIOUS CARDIAC FAILURE | PREVIOUS ENDOCARDITIS | PREVIOUSEMBOLICEVENT | PREVIOUS STROKE | NEUROLOGIC DYSFUNCTION | NEUROLOGIC DYSFUNCTION_A | COPD | COPDEUROSC_A | ULCER | NEOPLASIA | PREVIOUSRADIOTHERAPY | CIRRHOSIS | ON DIALYSIS | WEIGHT | HEIGHT | BMI | CARDIAC RHYTHM | NYHACLASS | ANGORCLASSECCS | CARDIACFAILURE | ACTIVEENDOCARDITIS | ACTIVEENDOCARDITIS_B | CRITICALPREOPERATIVESTATE_A | CREATININE | CLEARANCECOCK | LVEF | PAPSYST | LVEFISOTOPIC | CORONARYARTERYDISEASE | VALVULOPATHY | SINGLEVALVULOPATHY | POLYVALVULOPATHY | TRICUSPID | ETIOLOGY | REDO_A | ASCENDINGAORTA | CONGENITALHEARTDISEASE | OTHERS | URGENCY | URGENCY_A | VALVULARSURGERY | AORTIC | MITRAL | TRISCUPID | CABG | ASCENDINGAORTASURGERY | OTHERS.1 | WEIGHTOFPROC | INTRAHOSPITALDEATH | D30DEATH | aa | aa2 | redo | mi | delaimi | RENALIMPAIRMENT | ua | PULMONARYHYPERTENSION | lv1 | lv2 | SURGERYTHORACICAORTA | PROCEDURE | DIABETESONINSULIN | CLEARANCE | SURG | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7151 | 4.286593 | 2.724217 | 0 | 57 | Past | No | No | Yes | No | < 7 D | Yes | 0 | No | 0.0 | Lower Limbs | 1 | Yes | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 70.0 | 170.0 | 24.221453 | Sinusal | 4 | 0 | No | No | 0 | 0 | 94.0 | 75.9 | 40.0 | NaN | 45.0 | yes | No | No | No | No | NaN | No | No | No | Pericarditis | No | 0 | No | No | No | No | No | No | Others | single non CABG | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 76.024468 | 2 |
| 7152 | 1.505431 | 1.640286 | 0 | 50 | No | Yes | Insulin | Yes | No | < 7 D | No | 0 | No | 0.0 | No | 0 | Yes | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 114.0 | 176.0 | 36.802686 | Sinusal | 3 | 0 | No | No | 0 | 0 | 148.0 | 85.2 | 78.0 | NaN | 74.0 | No | Yes | Ao stenosis | No | No | Degenerative/Dystrophic | No | No | No | Pericarditis | No | 0 | Yes | Mechanical | No | No | No | No | Others | 2 procedures | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 85.268919 | 1 |
| 7153 | 3.837050 | 5.165886 | 0 | 66 | No | No | No | Yes | No | < 7 D | No | 0 | No | 0.0 | No | 0 | Yes | No | No | Ischemic stroke | No | 0 | Yes treated | 1 | Yes | No | No | No | No | 88.0 | 171.0 | 30.094730 | Sinusal | 4 | 0 | No | No | 0 | 0 | 84.0 | 95.2 | 50.0 | 33.0 | NaN | No | Yes | Org MR | No | Yes | NaN | No | No | No | Pericarditis | No | 0 | Yes | No | Bioprosthesis | valve repair | No | No | Others | 3 procedures | 1 | 1 | 8 | 7 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 95.354286 | 1 |
| 7154 | 1.505431 | 6.147625 | 0 | 43 | No | Yes | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | Yes | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 55.0 | 171.0 | 18.809206 | FA ou TSV | 4 | 0 | No | No | 0 | 0 | 138.0 | 47.5 | 63.0 | 46.0 | NaN | No | Yes | Org MR | No | No | Degenerative/Dystrophic | No | No | No | No | No | 0 | Yes | No | Mechanical | valve repair | No | No | Others | 3 procedures | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 47.551087 | 1 |
| 7155 | 13.792281 | 10.043518 | 0 | 71 | Current | Yes | oral therapy | Yes | Non STEMI | < 90 D | Yes | 1 | CABG | 1.0 | No | 0 | Yes | No | No | No | No | 0 | Untreaded | 0 | No | No | No | No | No | 66.0 | 166.0 | 23.951227 | Sinusal | 2 | 3 | No | No | 0 | 0 | 178.0 | 31.4 | 55.0 | NaN | NaN | yes | No | No | No | No | NaN | CABG | No | No | No | No | 0 | No | No | No | No | Yes | No | Others | 2 procedures | 0 | 0 | 13 | 12 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 31.468652 | 2 |
| 7156 | 4.250268 | 1.464295 | 0 | 75 | No | Yes | oral therapy | Yes | Stable angina | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | No | 0 | No | <5years | No | No | No | 83.0 | 172.0 | 28.055706 | Sinusal | 2 | 2 | No | No | 0 | 0 | 75.0 | 88.4 | 70.0 | NaN | NaN | yes | No | No | No | No | NaN | No | No | No | Pericarditis | No | 0 | No | No | No | No | Yes | No | Others | 2 procedures | 0 | 0 | 17 | 16 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 88.478000 | 2 |
| 7157 | 7.542833 | 5.017429 | 0 | 68 | Past | Yes | oral therapy | Yes | STEMI | > 90 D | No | 0 | No | 0.0 | Previous vascular surgery | 1 | No | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 87.0 | 174.0 | 28.735632 | Sinusal | 1 | 0 | No | No | 0 | 0 | 108.0 | 71.3 | 35.0 | NaN | NaN | yes | Yes | Tricuspid | No | No | Degenerative/Dystrophic | No | No | No | No | No | 0 | Yes | No | No | valve repair | Yes | No | Others | 3 procedures | 0 | 0 | 10 | 9 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 71.340000 | 1 |
| 7158 | 2.441623 | 1.054651 | 0 | 58 | Current | No | No | No | No | < 7 D | No | 0 | No | 0.0 | No | 0 | No | No | No | No | No | 0 | Yes treated | 1 | No | No | No | No | No | 80.0 | 166.0 | 29.031790 | Sinusal | 4 | 0 | No | No | 0 | 0 | 79.0 | 102.0 | 65.0 | NaN | NaN | No | No | No | No | No | NaN | No | No | No | Pericarditis | No | 0 | No | No | No | No | No | No | Others | single non CABG | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 102.136709 | 2 |
| 7159 | 3.999066 | 5.941663 | 0 | 56 | Past | No | No | No | No | < 7 D | No | 0 | Valvular | 2.0 | No | 0 | Yes | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 75.0 | 169.0 | 26.259585 | FA ou TSV | 4 | 0 | No | No | 0 | 0 | 124.0 | 62.4 | 62.0 | NaN | NaN | No | Yes | Tricuspid | No | Yes | rheumatic | Autre | No | No | No | No | 0 | Yes | No | No | Bioprosthesis | No | No | Others | 2 procedures | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 62.491935 | 1 |
| 7160 | 23.540461 | 46.144126 | 0 | 23 | No | No | No | No | No | < 7 D | No | 0 | Valvular | 1.0 | No | 0 | Yes | No | No | No | No | 0 | No | 0 | No | No | No | No | No | 90.0 | 192.0 | 24.414062 | Sinusal | 4 | 0 | No | No | 0 | 1 | 113.0 | 114.5 | 10.0 | 58.0 | NaN | No | No | No | No | No | NaN | Autre | No | No | Transplantation | No | 0 | No | No | No | No | No | No | Others | single non CABG | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 114.618584 | 2 |